Alternate path diagram representations of the moderation model. Note. X= the independent variable, Y= the dependent variable, Z= the moderator variable, XZ= the product of X and the moderator variable, β1 = the effect of X on Y, β2 = the effect of Z on Y, and β3 = the effect of XZ on Y